Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 700 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 160.4 KiB |
| Average record size in memory | 234.7 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 4 |
App Usage Time (min/day) is highly overall correlated with Battery Drain (mAh/day) and 4 other fields | High correlation |
Battery Drain (mAh/day) is highly overall correlated with App Usage Time (min/day) and 4 other fields | High correlation |
Data Usage (MB/day) is highly overall correlated with App Usage Time (min/day) and 4 other fields | High correlation |
Device Model is highly overall correlated with Operating System | High correlation |
Number of Apps Installed is highly overall correlated with App Usage Time (min/day) and 4 other fields | High correlation |
Operating System is highly overall correlated with Device Model | High correlation |
Screen On Time (hours/day) is highly overall correlated with App Usage Time (min/day) and 4 other fields | High correlation |
User Behavior Class is highly overall correlated with App Usage Time (min/day) and 4 other fields | High correlation |
User ID is uniformly distributed | Uniform |
User ID has unique values | Unique |
Reproduction
| Analysis started | 2024-10-05 01:17:37.589737 |
|---|---|
| Analysis finished | 2024-10-05 01:17:43.464743 |
| Duration | 5.88 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
User ID
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 700 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 350.5 |
| Minimum | 1 |
|---|---|
| Maximum | 700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.95 |
| Q1 | 175.75 |
| median | 350.5 |
| Q3 | 525.25 |
| 95-th percentile | 665.05 |
| Maximum | 700 |
| Range | 699 |
| Interquartile range (IQR) | 349.5 |
Descriptive statistics
| Standard deviation | 202.21688 |
|---|---|
| Coefficient of variation (CV) | 0.57693832 |
| Kurtosis | -1.2 |
| Mean | 350.5 |
| Median Absolute Deviation (MAD) | 175 |
| Skewness | 0 |
| Sum | 245350 |
| Variance | 40891.667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 471 | 1 | 0.1% |
| 463 | 1 | 0.1% |
| 464 | 1 | 0.1% |
| 465 | 1 | 0.1% |
| 466 | 1 | 0.1% |
| 467 | 1 | 0.1% |
| 468 | 1 | 0.1% |
| 469 | 1 | 0.1% |
| 470 | 1 | 0.1% |
| Other values (690) | 690 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 700 | 1 | |
| 699 | 1 | |
| 698 | 1 | |
| 697 | 1 | |
| 696 | 1 | |
| 695 | 1 | |
| 694 | 1 | |
| 693 | 1 | |
| 692 | 1 | |
| 691 | 1 |
Device Model
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.1 KiB |
| Xiaomi Mi 11 | |
|---|---|
| iPhone 12 | |
| Google Pixel 5 | |
| OnePlus 9 | |
| Samsung Galaxy S21 |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 12.35 |
| Min length | 9 |
Characters and Unicode
| Total characters | 8645 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Google Pixel 5 |
|---|---|
| 2nd row | OnePlus 9 |
| 3rd row | Xiaomi Mi 11 |
| 4th row | Google Pixel 5 |
| 5th row | iPhone 12 |
Common Values
| Value | Count | Frequency (%) |
| Xiaomi Mi 11 | 146 | |
| iPhone 12 | 146 | |
| Google Pixel 5 | 142 | |
| OnePlus 9 | 133 | |
| Samsung Galaxy S21 | 133 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| xiaomi | 146 | 8.0% |
| mi | 146 | 8.0% |
| 11 | 146 | 8.0% |
| iphone | 146 | 8.0% |
| 12 | 146 | 8.0% |
| 142 | 7.8% | |
| pixel | 142 | 7.8% |
| 5 | 142 | 7.8% |
| oneplus | 133 | 7.3% |
| 9 | 133 | 7.3% |
| Other values (3) | 399 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1121 | 13.0% | |
| i | 726 | 8.4% |
| o | 576 | 6.7% |
| 1 | 571 | 6.6% |
| e | 563 | 6.5% |
| l | 550 | 6.4% |
| a | 545 | 6.3% |
| P | 421 | 4.9% |
| n | 412 | 4.8% |
| 2 | 279 | 3.2% |
| Other values (14) | 2881 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8645 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1121 | 13.0% | |
| i | 726 | 8.4% |
| o | 576 | 6.7% |
| 1 | 571 | 6.6% |
| e | 563 | 6.5% |
| l | 550 | 6.4% |
| a | 545 | 6.3% |
| P | 421 | 4.9% |
| n | 412 | 4.8% |
| 2 | 279 | 3.2% |
| Other values (14) | 2881 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8645 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1121 | 13.0% | |
| i | 726 | 8.4% |
| o | 576 | 6.7% |
| 1 | 571 | 6.6% |
| e | 563 | 6.5% |
| l | 550 | 6.4% |
| a | 545 | 6.3% |
| P | 421 | 4.9% |
| n | 412 | 4.8% |
| 2 | 279 | 3.2% |
| Other values (14) | 2881 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8645 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1121 | 13.0% | |
| i | 726 | 8.4% |
| o | 576 | 6.7% |
| 1 | 571 | 6.6% |
| e | 563 | 6.5% |
| l | 550 | 6.4% |
| a | 545 | 6.3% |
| P | 421 | 4.9% |
| n | 412 | 4.8% |
| 2 | 279 | 3.2% |
| Other values (14) | 2881 |
Operating System
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.8 KiB |
| Android | |
|---|---|
| iOS |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.1657143 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4316 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Android |
|---|---|
| 2nd row | Android |
| 3rd row | Android |
| 4th row | Android |
| 5th row | iOS |
Common Values
| Value | Count | Frequency (%) |
| Android | 554 | |
| iOS | 146 | 20.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| android | 554 | |
| ios | 146 | 20.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1108 | |
| i | 700 | |
| A | 554 | |
| n | 554 | |
| r | 554 | |
| o | 554 | |
| O | 146 | 3.4% |
| S | 146 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4316 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1108 | |
| i | 700 | |
| A | 554 | |
| n | 554 | |
| r | 554 | |
| o | 554 | |
| O | 146 | 3.4% |
| S | 146 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4316 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1108 | |
| i | 700 | |
| A | 554 | |
| n | 554 | |
| r | 554 | |
| o | 554 | |
| O | 146 | 3.4% |
| S | 146 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4316 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1108 | |
| i | 700 | |
| A | 554 | |
| n | 554 | |
| r | 554 | |
| o | 554 | |
| O | 146 | 3.4% |
| S | 146 | 3.4% |
App Usage Time (min/day)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 387 |
|---|---|
| Distinct (%) | 55.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 271.12857 |
| Minimum | 30 |
|---|---|
| Maximum | 598 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 113.25 |
| median | 227.5 |
| Q3 | 434.25 |
| 95-th percentile | 565.05 |
| Maximum | 598 |
| Range | 568 |
| Interquartile range (IQR) | 321 |
Descriptive statistics
| Standard deviation | 177.19948 |
|---|---|
| Coefficient of variation (CV) | 0.65356256 |
| Kurtosis | -1.2596179 |
| Mean | 271.12857 |
| Median Absolute Deviation (MAD) | 146 |
| Skewness | 0.37231182 |
| Sum | 189790 |
| Variance | 31399.657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 64 | 7 | 1.0% |
| 78 | 5 | 0.7% |
| 152 | 5 | 0.7% |
| 138 | 5 | 0.7% |
| 516 | 5 | 0.7% |
| 225 | 5 | 0.7% |
| 46 | 5 | 0.7% |
| 105 | 5 | 0.7% |
| 75 | 5 | 0.7% |
| 66 | 5 | 0.7% |
| Other values (377) | 648 |
| Value | Count | Frequency (%) |
| 30 | 3 | |
| 31 | 1 | 0.1% |
| 32 | 3 | |
| 33 | 2 | |
| 34 | 3 | |
| 35 | 1 | 0.1% |
| 36 | 2 | |
| 37 | 3 | |
| 39 | 3 | |
| 41 | 4 |
| Value | Count | Frequency (%) |
| 598 | 1 | 0.1% |
| 597 | 2 | |
| 595 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 593 | 2 | |
| 592 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 589 | 3 | |
| 587 | 1 | 0.1% |
| 586 | 1 | 0.1% |
Screen On Time (hours/day)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 108 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2727143 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 2.5 |
| median | 4.9 |
| Q3 | 7.4 |
| 95-th percentile | 11.1 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4.9 |
Descriptive statistics
| Standard deviation | 3.0685839 |
|---|---|
| Coefficient of variation (CV) | 0.58197424 |
| Kurtosis | -0.81771677 |
| Mean | 5.2727143 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 0.45999193 |
| Sum | 3690.9 |
| Variance | 9.4162072 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.6 | 21 | 3.0% |
| 2 | 17 | 2.4% |
| 1.1 | 17 | 2.4% |
| 1.3 | 15 | 2.1% |
| 6.6 | 15 | 2.1% |
| 1.7 | 14 | 2.0% |
| 4 | 14 | 2.0% |
| 1.2 | 14 | 2.0% |
| 1.5 | 14 | 2.0% |
| 1.4 | 12 | 1.7% |
| Other values (98) | 547 |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.4% |
| 1.1 | 17 | |
| 1.2 | 14 | |
| 1.3 | 15 | |
| 1.4 | 12 | |
| 1.5 | 14 | |
| 1.6 | 21 | |
| 1.7 | 14 | |
| 1.8 | 9 | |
| 1.9 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 11.9 | 3 | |
| 11.8 | 6 | |
| 11.7 | 2 | 0.3% |
| 11.6 | 5 | |
| 11.5 | 2 | 0.3% |
| 11.4 | 4 | |
| 11.3 | 4 | |
| 11.2 | 5 | |
| 11.1 | 4 |
Battery Drain (mAh/day)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 628 |
|---|---|
| Distinct (%) | 89.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1525.1586 |
| Minimum | 302 |
|---|---|
| Maximum | 2993 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 302 |
|---|---|
| 5-th percentile | 378.8 |
| Q1 | 722.25 |
| median | 1502.5 |
| Q3 | 2229.5 |
| 95-th percentile | 2855.1 |
| Maximum | 2993 |
| Range | 2691 |
| Interquartile range (IQR) | 1507.25 |
Descriptive statistics
| Standard deviation | 819.13641 |
|---|---|
| Coefficient of variation (CV) | 0.53708279 |
| Kurtosis | -1.2752753 |
| Mean | 1525.1586 |
| Median Absolute Deviation (MAD) | 764 |
| Skewness | 0.13455857 |
| Sum | 1067611 |
| Variance | 670984.47 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 490 | 4 | 0.6% |
| 590 | 3 | 0.4% |
| 2911 | 3 | 0.4% |
| 2447 | 3 | 0.4% |
| 585 | 3 | 0.4% |
| 558 | 3 | 0.4% |
| 417 | 3 | 0.4% |
| 639 | 2 | 0.3% |
| 1483 | 2 | 0.3% |
| 1641 | 2 | 0.3% |
| Other values (618) | 672 |
| Value | Count | Frequency (%) |
| 302 | 1 | |
| 303 | 1 | |
| 308 | 1 | |
| 309 | 1 | |
| 310 | 1 | |
| 312 | 1 | |
| 313 | 1 | |
| 314 | 1 | |
| 315 | 1 | |
| 318 | 1 |
| Value | Count | Frequency (%) |
| 2993 | 1 | |
| 2984 | 1 | |
| 2971 | 1 | |
| 2968 | 2 | |
| 2956 | 1 | |
| 2954 | 1 | |
| 2953 | 1 | |
| 2947 | 1 | |
| 2936 | 1 | |
| 2932 | 1 |
Number of Apps Installed
Real number (ℝ)
HIGH CORRELATION
| Distinct | 86 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.681429 |
| Minimum | 10 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 26 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 93 |
| Maximum | 99 |
| Range | 89 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 26.943324 |
|---|---|
| Coefficient of variation (CV) | 0.53162124 |
| Kurtosis | -1.25492 |
| Mean | 50.681429 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.11173324 |
| Sum | 35477 |
| Variance | 725.94272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 16 | 2.3% |
| 16 | 16 | 2.3% |
| 18 | 15 | 2.1% |
| 45 | 14 | 2.0% |
| 13 | 14 | 2.0% |
| 15 | 14 | 2.0% |
| 19 | 13 | 1.9% |
| 32 | 13 | 1.9% |
| 90 | 13 | 1.9% |
| 14 | 13 | 1.9% |
| Other values (76) | 559 |
| Value | Count | Frequency (%) |
| 10 | 16 | |
| 11 | 12 | |
| 12 | 10 | |
| 13 | 14 | |
| 14 | 13 | |
| 15 | 14 | |
| 16 | 16 | |
| 17 | 13 | |
| 18 | 15 | |
| 19 | 13 |
| Value | Count | Frequency (%) |
| 99 | 9 | |
| 98 | 6 | |
| 97 | 6 | |
| 96 | 3 | 0.4% |
| 95 | 4 | 0.6% |
| 94 | 3 | 0.4% |
| 93 | 5 | 0.7% |
| 92 | 6 | |
| 91 | 12 | |
| 90 | 13 |
Data Usage (MB/day)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 585 |
|---|---|
| Distinct (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 929.74286 |
| Minimum | 102 |
|---|---|
| Maximum | 2497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 148.85 |
| Q1 | 373 |
| median | 823.5 |
| Q3 | 1341 |
| 95-th percentile | 2191.05 |
| Maximum | 2497 |
| Range | 2395 |
| Interquartile range (IQR) | 968 |
Descriptive statistics
| Standard deviation | 640.45173 |
|---|---|
| Coefficient of variation (CV) | 0.68884824 |
| Kurtosis | -0.46038028 |
| Mean | 929.74286 |
| Median Absolute Deviation (MAD) | 476.5 |
| Skewness | 0.69926441 |
| Sum | 650820 |
| Variance | 410178.42 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 284 | 4 | 0.6% |
| 122 | 4 | 0.6% |
| 493 | 3 | 0.4% |
| 313 | 3 | 0.4% |
| 281 | 3 | 0.4% |
| 596 | 3 | 0.4% |
| 146 | 3 | 0.4% |
| 265 | 3 | 0.4% |
| 972 | 3 | 0.4% |
| 208 | 3 | 0.4% |
| Other values (575) | 668 |
| Value | Count | Frequency (%) |
| 102 | 1 | |
| 103 | 1 | |
| 105 | 2 | |
| 106 | 1 | |
| 107 | 1 | |
| 109 | 1 | |
| 111 | 1 | |
| 112 | 1 | |
| 113 | 2 | |
| 116 | 1 |
| Value | Count | Frequency (%) |
| 2497 | 1 | |
| 2493 | 1 | |
| 2481 | 2 | |
| 2479 | 1 | |
| 2477 | 1 | |
| 2471 | 1 | |
| 2460 | 1 | |
| 2450 | 1 | |
| 2441 | 2 | |
| 2438 | 2 |
Age
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.482857 |
| Minimum | 18 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 28 |
| median | 38 |
| Q3 | 49 |
| 95-th percentile | 57 |
| Maximum | 59 |
| Range | 41 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 12.012916 |
|---|---|
| Coefficient of variation (CV) | 0.31216279 |
| Kurtosis | -1.2348589 |
| Mean | 38.482857 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.027974303 |
| Sum | 26938 |
| Variance | 144.31015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 51 | 25 | 3.6% |
| 34 | 25 | 3.6% |
| 27 | 24 | 3.4% |
| 22 | 24 | 3.4% |
| 43 | 22 | 3.1% |
| 55 | 21 | 3.0% |
| 29 | 21 | 3.0% |
| 25 | 21 | 3.0% |
| 42 | 20 | 2.9% |
| 31 | 20 | 2.9% |
| Other values (32) | 477 |
| Value | Count | Frequency (%) |
| 18 | 11 | |
| 19 | 12 | |
| 20 | 17 | |
| 21 | 17 | |
| 22 | 24 | |
| 23 | 15 | |
| 24 | 14 | |
| 25 | 21 | |
| 26 | 14 | |
| 27 | 24 |
| Value | Count | Frequency (%) |
| 59 | 13 | |
| 58 | 14 | |
| 57 | 18 | |
| 56 | 16 | |
| 55 | 21 | |
| 54 | 16 | |
| 53 | 19 | |
| 52 | 17 | |
| 51 | 25 | |
| 50 | 15 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.0 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.96 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3472 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 364 | |
| Female | 336 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 364 | |
| female | 336 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1036 | |
| a | 700 | |
| l | 700 | |
| M | 364 | 10.5% |
| F | 336 | 9.7% |
| m | 336 | 9.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3472 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1036 | |
| a | 700 | |
| l | 700 | |
| M | 364 | 10.5% |
| F | 336 | 9.7% |
| m | 336 | 9.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3472 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1036 | |
| a | 700 | |
| l | 700 | |
| M | 364 | 10.5% |
| F | 336 | 9.7% |
| m | 336 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3472 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1036 | |
| a | 700 | |
| l | 700 | |
| M | 364 | 10.5% |
| F | 336 | 9.7% |
| m | 336 | 9.7% |
User Behavior Class
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.3 KiB |
| 2 | |
|---|---|
| 3 | |
| 4 | |
| 5 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 700 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 146 | |
| 3 | 143 | |
| 4 | 139 | |
| 5 | 136 | |
| 1 | 136 |
| Age | App Usage Time (min/day) | Battery Drain (mAh/day) | Data Usage (MB/day) | Device Model | Gender | Number of Apps Installed | Operating System | Screen On Time (hours/day) | User Behavior Class | User ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.005 | -0.006 | -0.008 | 0.000 | 0.068 | 0.000 | 0.041 | 0.019 | 0.069 | 0.046 |
| App Usage Time (min/day) | 0.005 | 1.000 | 0.960 | 0.960 | 0.000 | 0.027 | 0.958 | 0.102 | 0.959 | 0.939 | -0.021 |
| Battery Drain (mAh/day) | -0.006 | 0.960 | 1.000 | 0.959 | 0.000 | 0.089 | 0.960 | 0.000 | 0.959 | 0.892 | -0.020 |
| Data Usage (MB/day) | -0.008 | 0.960 | 0.959 | 1.000 | 0.000 | 0.136 | 0.962 | 0.080 | 0.959 | 0.917 | -0.009 |
| Device Model | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.043 | 0.000 | 0.998 | 0.000 | 0.000 | 0.072 |
| Gender | 0.068 | 0.027 | 0.089 | 0.136 | 0.043 | 1.000 | 0.027 | 0.000 | 0.044 | 0.065 | 0.000 |
| Number of Apps Installed | 0.000 | 0.958 | 0.960 | 0.962 | 0.000 | 0.027 | 1.000 | 0.000 | 0.958 | 0.910 | -0.021 |
| Operating System | 0.041 | 0.102 | 0.000 | 0.080 | 0.998 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.072 |
| Screen On Time (hours/day) | 0.019 | 0.959 | 0.959 | 0.959 | 0.000 | 0.044 | 0.958 | 0.000 | 1.000 | 0.885 | -0.012 |
| User Behavior Class | 0.069 | 0.939 | 0.892 | 0.917 | 0.000 | 0.065 | 0.910 | 0.000 | 0.885 | 1.000 | 0.000 |
| User ID | 0.046 | -0.021 | -0.020 | -0.009 | 0.072 | 0.000 | -0.021 | 0.072 | -0.012 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| User ID | Device Model | Operating System | App Usage Time (min/day) | Screen On Time (hours/day) | Battery Drain (mAh/day) | Number of Apps Installed | Data Usage (MB/day) | Age | Gender | User Behavior Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Google Pixel 5 | Android | 393 | 6.4 | 1872 | 67 | 1122 | 40 | Male | 4 |
| 1 | 2 | OnePlus 9 | Android | 268 | 4.7 | 1331 | 42 | 944 | 47 | Female | 3 |
| 2 | 3 | Xiaomi Mi 11 | Android | 154 | 4.0 | 761 | 32 | 322 | 42 | Male | 2 |
| 3 | 4 | Google Pixel 5 | Android | 239 | 4.8 | 1676 | 56 | 871 | 20 | Male | 3 |
| 4 | 5 | iPhone 12 | iOS | 187 | 4.3 | 1367 | 58 | 988 | 31 | Female | 3 |
| 5 | 6 | Google Pixel 5 | Android | 99 | 2.0 | 940 | 35 | 564 | 31 | Male | 2 |
| 6 | 7 | Samsung Galaxy S21 | Android | 350 | 7.3 | 1802 | 66 | 1054 | 21 | Female | 4 |
| 7 | 8 | OnePlus 9 | Android | 543 | 11.4 | 2956 | 82 | 1702 | 31 | Male | 5 |
| 8 | 9 | Samsung Galaxy S21 | Android | 340 | 7.7 | 2138 | 75 | 1053 | 42 | Female | 4 |
| 9 | 10 | iPhone 12 | iOS | 424 | 6.6 | 1957 | 75 | 1301 | 42 | Male | 4 |
| User ID | Device Model | Operating System | App Usage Time (min/day) | Screen On Time (hours/day) | Battery Drain (mAh/day) | Number of Apps Installed | Data Usage (MB/day) | Age | Gender | User Behavior Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 690 | 691 | Google Pixel 5 | Android | 195 | 5.7 | 1447 | 48 | 679 | 30 | Male | 3 |
| 691 | 692 | iPhone 12 | iOS | 178 | 4.0 | 856 | 37 | 569 | 51 | Female | 2 |
| 692 | 693 | Xiaomi Mi 11 | Android | 378 | 6.7 | 1898 | 78 | 1455 | 48 | Female | 4 |
| 693 | 694 | Xiaomi Mi 11 | Android | 505 | 8.6 | 2792 | 82 | 1709 | 31 | Male | 5 |
| 694 | 695 | Samsung Galaxy S21 | Android | 564 | 9.7 | 2422 | 83 | 1985 | 34 | Female | 5 |
| 695 | 696 | iPhone 12 | iOS | 92 | 3.9 | 1082 | 26 | 381 | 22 | Male | 2 |
| 696 | 697 | Xiaomi Mi 11 | Android | 316 | 6.8 | 1965 | 68 | 1201 | 59 | Male | 4 |
| 697 | 698 | Google Pixel 5 | Android | 99 | 3.1 | 942 | 22 | 457 | 50 | Female | 2 |
| 698 | 699 | Samsung Galaxy S21 | Android | 62 | 1.7 | 431 | 13 | 224 | 44 | Male | 1 |
| 699 | 700 | OnePlus 9 | Android | 212 | 5.4 | 1306 | 49 | 828 | 23 | Female | 3 |